In Silico Screening of Flavonoids from Aratiles(Muntingia calabura L.) for Potential Anti-Angiogenic Activity
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Keywords

Anti-angiogenesis
Flavonoids
In silico
Muntingia calabura L

How to Cite

In Silico Screening of Flavonoids from Aratiles(Muntingia calabura L.) for Potential Anti-Angiogenic Activity. (2025). WVSU Research Journal, 14(2), 71-97. https://doi.org/10.59460/wvsurjvol14iss2pp71-97

Abstract

In silico methods have been widely acknowledged by researchers as efficient and effective tools for accelerating drug discovery through computer modelling. This study explored the anti-angiogenic potential of flavonoids from Aratiles (Muntingia calabura L.) the first in silico screening of specific flavonoids against a panel of key angiogenic protein receptors, thereby providing a more precise evaluation of its anti-angiogenic potential than previously reported crude extract studies. PyRx software was used to assess each flavonoid ligand's binding score followed by BIOVIA Discovery Studio     Visualizer Analysis to determine the binding site, docking pose, binding affinity score, and specific amino acid interactions of each flavonoid ligand within the receptor sites. Out of the forty (40) initial flavonoid ligands, twenty-three (23) were found to comply with Lipinski's Rule of 5, indicating favorable ADME properties (Absorption, Distribution, Metabolism, and Excretion). Using ProTox-3.0-2024 web server, seventeen (17) out of these twenty-three (23) flavonoid ligands have passed the toxicity screening being categorized as Class V- may be harmful and Class VI- non-toxic. The selected flavonoid ligands were then analyzed for their binding affinity to five (5) angiogenic receptors: Vascular Endothelial Growth Factor Receptor 2 (VEGFR-2) (Kent, 2012), Fibroblast Growth Factor Receptor 2 (FGFR-2), Transforming Growth Factor Beta Receptor 1(TGF-βR-1), Insulin-like Growth Factor 1 Receptor (IGF-1R), and Endothelial Growth Factor Receptor (EGFR). Ultimately, flavonoid ligand 17 identified as 7-(benzyloxy)-6,8-dimethoxy-5-hydroxyflavone showed strong binding interactions ranging from -9 to -11 kcal/mol for all five (5) angiogenic receptors. These values were almost equal to, and in some instances, higher than those of the control inhibitors. By and large, flavonoid ligand 17 from Aratiles demonstrated a promising anti-angiogenic potential and may serve as a lead compound for further development in anti-cancer therapy.

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References

Abotaleb, M., Samuel, S. M., Varghese, E., Varghese, S., Kubatka, P., Liskova, A., & Büsselberg, D. (2018). Flavonoids in cancer and apoptosis. Cancers, 11(1), Article 28. https://doi.org/10.3390/cancers11010028 MDPI+1

Agu, P. C., Afiukwa, C. A., Orji, O. U., Ezeh, E. M., Ofoke, I. H., Ogbu, C. O., Ugwuja, E. I., & Aja, P. M. (2023). Molecular docking as a tool for the discovery of molecular targets of nutraceuticals in disease management. Scientific Reports, 13(1), Article 40160. https://doi.org/10.1038/s41598-023-40160-2

Ansori, A. N. M., Kharisma, V. D., & Solikhah, T. I. (2021). Medicinal properties of Muntingia calabura L.: A review. Research Journal of Pharmacy and Technology, 14(5), 4509–4512. https://doi.org/10.52711/0974-360X.2021.00784

Barquilha, C. E., & Braga, M. C. (2021). Adsorption of organic and inorganic pollutants onto biochars: Challenges, operating conditions, and mechanisms. Bioresource Technology Reports, 15, Article 100728. https://doi.org/10.1016/j.biteb.2021.100728

Beyleveld, G., White, K. M., Ayllon, J., & Shaw, M. L. (2013). New-generation screening assays for detection of anti-influenza compounds targeting viral and host functions. Antiviral Research, 100(1), 120–132. https://doi.org/10.1016/j.antiviral.2013.07.018

BiologyInsights Team. (2025, July 28). What is binding affinity and why is it important? Biology Insights. https://biologyinsights.com/what-is-binding-affinity-and-why-is-it-important/

Brylinski, M. (2017). Aromatic interactions at the ligand–protein interface: Implications for the development of docking scoring functions. Chemical Biology & Drug Design, 91(2), 380–390. https://doi.org/10.1111/cbdd.13084

Dassault Systèmes. (2024, September 25). BIOVIA Discovery Studio. https://www.3ds.com/products/biovia/discovery-studio

Cheen, C. C. (2022, February). Phytochemical study of flavonoids from the leaves of Muntingia calabura, synthesis of flavonoid Mannich base derivatives and their anticancer activity against breast carcinoma cell lines [Unpublished master’s thesis, Universiti Tunku Abdul Rahman]. UTAR Institutional Repository. http://eprints.utar.edu.my/5734/

Cooper, G. M. (2000). The development and causes of cancer. In The Cell [NCBI Bookshelf]. U.S. National Library of Medicine. https://www.ncbi.nlm.nih.gov/books/NBK9963/

Dean, J. (2024, January 5). Philippine fruit Aratilis: Aratilis health benefits & why Aratilis fruit is beneficial. Antioxidant Fruits. https://antioxidant-fruits.com/fruit-of-the-philippines-aratilis.html#google_vignette

Dias, M. C., Pinto, D. C. G. A., & Silva, A. M. S. (2021). Plant flavonoids: Chemical characteristics and biological activity. Molecules, 26(17), Article 5377. https://doi.org/10.3390/molecules26175377

Ekins, S., Mestres, J., & Testa, B. (2007). In silico pharmacology for drug discovery: Methods for virtual ligand screening and profiling. British Journal of Pharmacology, 152(1), 9–20. https://doi.org/10.1038/sj.bjp.0707305

Eth Zurich. (n.d.). Databases. Infozentrum. Retrieved, from https://infozentrum.ethz.ch/en/databases-tools/databases

Ferlay, J., Ervik, M., Lam, F., Laversanne, M., Colombet, M., Mery, L., Piñeros, M., Znaor, A., Soerjomataram, I., & Bray, F. (2024). Global Cancer Observatory: Cancer Today (GLOBOCAN 2022). International Agency for Research on Cancer. Retrieved March 25, 2025, from https://gco.iarc.who.int/media/globocan/factsheets/populations/608-philippines-fact-sheet.pdf

Gautam, R., Singh, M., Gautam, S., Rawat, J. K., Saraf, S. A., & Kaithwas, G. (2016). Rutin attenuates intestinal toxicity induced by methotrexate linked with anti-oxidative and anti-inflammatory effects. BMC Complementary and Alternative Medicine, 16, Article 99. https://doi.org/10.1186/s12906-016-1069-1

Gilbis, T. P., Yasmin, Y. (2022). Phytochemicals and antibacterial activity of Muntingia calabura leaves-based product. Journal of Research in Medical and Dental Science, 10(11), 259–263. https://www.jrmds.in/articles/phytochemicals-and-antibacterial-activity-of-muntingia-calabura-leaves-based-product-96528.html

Jisha, N., Vysakh, A., Vijeesh, V., & Latha, M. (2020). Ethyl acetate fraction of Muntingia calabura L. exerts anti-colorectal cancer potential via regulating apoptotic and inflammatory pathways. Journal of Ethnopharmacology, 261, Article 113064. https://doi.org/10.1016/j.jep.2020.113064

Kathirvel, P., & Sundar Kumar, V. (2025). Exploring the medicinal potential of Muntingia calabura Linn. fruit: A comprehensive overview. In Pomotherapeutic Insights on Wild Edible Fruits (pp. 37–52). Springer. https://doi.org/10.1007/978-981-96-0543-9_3

Khater, M., Greco, F., & Osborn, H. M. (2020). Antiangiogenic activity of flavonoids: A systematic review and meta-analysis. Molecules, 25(20), Article 4712. https://doi.org/10.3390/molecules25204712

Kent, D. (2012, May 14). Cell therapy for diabetic retinopathy — a work in progress. touchENDOCRINOLOGY. https://touchendocrinology.com/diabetes/journal-articles/cell-therapy-for-diabetic-retinopathy-a-work-in-progress/

Kuchekar, M., Upadhye, M., Pujari, R., Kadam, S., & Gunjal, P. (2021). Muntingia calabura: A comprehensive review. Journal of Pharmaceutical and Biological Sciences, 9(2), 81–87. https://doi.org/10.18231/j.jpbs.2021.011

Lazatin, H. (2019, May 31). 16-year-old Filipino discovers the Aratiles plant can be used to prevent type 2 diabetes. Esquire. https://www.esquiremag.ph/the-good-life/mavericks/maria-isable-layson-aratiles-research-a00184-20190531?s=kdmvbosmovn6eldste891toraa

Liskova, A., Samec, M., Koklesova, L., Brockmueller, A., Zhai, K., Abdellatif, B., Siddiqui, M., Biringer, K., Kudela, E., Pec, M., Gadanec, L. K., Šudomová, M., Hassan, S. T. S., Zulli, A., Shakibaei, M., Giordano, F. A., Büsselberg, D., Golubnitschaja, O., & Kubatka, P. (2021). Flavonoids as an effective sensitizer for anti-cancer therapy: Insights into multi-faceted mechanisms and applicability toward individualized patient profiles. The EPMA Journal, 12(2), 155–176. https://doi.org/10.1007/s13167-021-00242-5

Long, K., Kostman, S. J., Fernandez, C., Burnett, J., & Huryn, D. (2019). Do zebrafish obey Lipinski rules? Retrieved from https://www.semanticscholar.org/paper/Do-Zebrafish-Obey-Lipinski-Rules-Long-Kostman/18afbbc645b0b1dcb2a340ef10632be3f4d5d1a9

Mahmood, N. D., Nasir, N. L. M., Rofiee, M. S., Tohid, S. F. M., Ching, S. M., Teh, L. K., Salleh, M. Z., & Zakaria, Z. A. (2014). Muntingia calabura: A review of its traditional uses, chemical properties, and pharmacological observations. Pharmaceutical Biology, 52(12), 1598–1623. https://doi.org/10.3109/13880209.2014.908397

Martin, Y. (2005, June). A bioavailability score. ResearchGate. https://www.researchgate.net/publication/7881216_A_Bioavailability_Score

Nas, J. S. (2020). Screening of flavonoids from Muntingia calabura aqueous leaf extract and its potential influence on different metabolic enzymes in Danio rerio. AACL Bioflux, 13(5), 3046–3055. https://bioflux.com.ro/docs/2020.3046-3055.pdf

Nasir, N. L. M., Kamsani, N. E., Mohtarrudin, N., Othman, F., Tohid, S. F. M., & Zakaria, Z. A. (2017). Anticarcinogenic activity of Muntingia calabura leaves methanol extract against the azoxymethane-induced colon cancer in rats involves modulation of the colonic antioxidant system partly by flavonoids. Pharmaceutical Biology, 55(1), 2102–2109. https://doi.org/10.1080/13880209.2017.1371769

Nussinov, R., Tsai, C.-J., Xin, F., & Radivojac, P. (2012, October). Allosteric post-translational modification codes. Retrieved from https://www.khoury.northeastern.edu/home/radivojac/papers/nussinov_trendsbiochemsci_2012.pdf

Osakwe, O. (2016). The significance of discovery screening and structure optimization studies. In Elsevier eBooks (pp. 109–128). https://doi.org/10.1016/B978-0-12-802220-7.00005-3

Osorno, R. D., Osorno, I. M. G., & Ferrater-Gimena, J. A. O. (2024). Development of a nutritious mocktail using “Aratiles” (Muntingia calabura Linn.) as a modifier and natural sweetener. American Journal of Multidisciplinary Research & Development, 6(12), 54–62. https://www.ajmrd.com/wp-content/uploads/2024/12/D6125462.pdf

Pan, D., Gong, X., Wang, X., & Li, M. (2021). Role of active components of medicinal food in the regulation of angiogenesis. Frontiers in Pharmacology, 11, Article 594050. https://doi.org/10.3389/fphar.2020.594050

Pandey, P., Lakhanpal, S., Mahmood, D., Kang, H. N., Kim, B., Kang, S., Choi, J., Choi, M., Pandey, S., Bhat, M., Sharma, S., Khan, F., Park, M. N., & Kim, B. (2025). An updated review summarizing the anticancer potential of flavonoids via targeting NF-κB pathway. Frontiers in Pharmacology, 15, Article 1513422. https://doi.org/10.3389/fphar.2024.1513422

Patil, R., Das, S., Stanley, A., Yadav, L., Sudhakar, A., & Varma, A. K. (2010). Optimized hydrophobic interactions and hydrogen bonding at the target–ligand interface lead the pathways of drug design. PLoS ONE, 5(8), e12029. https://doi.org/10.1371/journal.pone.0012029

Pillai, O., Dhanikula, A. B., & Panchagnula, R. (2001). Drug delivery: An odyssey of 100 years. Current Opinion in Chemical Biology, 5(4), 439–446. https://doi.org/10.1016/S1367-5931(00)00226-X

Pratiwi, E. D., & Dewi, N. P. (2022). Screening of phytochemical secondary metabolites of Muntingia calabura: A potential as hepatoprotector. Journal of Fundamental and Applied Pharmaceutical Science, 2(2), 59–65. https://journal.umy.ac.id/index.php/jfap/article/view/12364

Protein Data Bank. (1971). RCSB PDB: Homepage. https://www.rcsb.org/

ProTox-3.0 – Prediction of TONicity of chemicals. (2004). https://tox.charite.de/protox3/

PubChem. (2015). National Center for Biotechnology Information. https://pubchem.ncbi.nlm.nih.gov/

PyRx – Python Prescription – Virtual Screening Tool. (n.d.). https://pyrx.sourceforge.io/

Rad, E. (2015). Identification of biomarkers for development of NF1-associated malignant peripheral nerve sheath tumours (Doctoral dissertation, Cardiff University). Retrieved from https://core.ac.uk/download/444023529.pdf

Raval, N., Maheshwari, R., Kalyane, D., Youngren-Ortiz, S. R., Chougule, M. B., & Tekade, R. K. (2019). Importance of physicochemical characterization of nanoparticles in pharmaceutical product development. In Elsevier eBooks (pp. 369–400). https://doi.org/10.1016/B978-0-12-817909-3.00010-8

Riganti, C., & Contino, M. (2019). New strategies to overcome resistance to chemotherapy and immune system in cancer. International Journal of Molecular Sciences, 20(19), Article 4783. https://doi.org/10.3390/ijms20194783

Roney, M., & Aluwi, M. F. F. M. (2024). The importance of in-silico studies in drug discovery. Intelligent Pharmacy. https://doi.org/10.1016/j.ipha.2024.01.010

Sangande, F., Julianti, E., & Tjahjono, D. H. (2020). Ligand-based pharmacophore modeling, molecular docking, and molecular dynamic studies of dual tyrosine kinase inhibitor of EGFR and VEGFR2. International Journal of Molecular Sciences, 21(20), Article 7779. https://doi.org/10.3390/ijms21207779

Saud, B., Geetha, K. M., Dubey, S., Singh, P. K., Shrivastava, S., Singh, D., & Tiwari, P. (2023). Traditional, current and prospective therapeutic uses of Muntingia calabura: A comprehensive literature review. Research Journal of Medicinal Plants. https://doi.org/10.3923/rjmp.2023.09.22

Shana, E. (2023). Protein-ligand interactions: Its biological process and molecular choreography for drug development to cell signaling. Enzyme Engineering, 12(3). https://doi.org/10.35248/2329-6674.12.223

Shaker, B., Ahmad, S., Lee, J., Jung, C., & Na, D. (2021). In silico methods and tools for drug discovery. Computers in Biology and Medicine, 137, Article 104851. https://doi.org/10.1016/j.compbiomed.2021.104851

Stuart, G., & Santiago, A. (1998). Aratiles (Muntingia calabura Linn) / Cherry tree: Philippine medicinal herbs / Philippine alternative medicine. Retrieved from https://www.stuartxchange.org/Aratiles

Subbaraj, G. K., Kumar, Y. S., & Kulanthaivel, L. (2021). Antiangiogenic role of natural flavonoids and their molecular mechanism: An update. The Egyptian Journal of Internal Medicine, 33(1). https://doi.org/10.1186/s43162-021-00056-x

SwissADME. (2017). http://www.swissadme.ch/

Tang, Y., Zhu, W., Chen, K., & Jiang, H. (2006). New technologies in computer-aided drug design: Toward target identification and new chemical entity discovery. Drug Discovery Today: Technologies, 3(3), 307–313. https://doi.org/10.1016/j.ddtec.2006.09.004

Uribe, M. L., Marrocco, I., & Yarden, Y. (2021). EGFR in cancer: signaling mechanisms, drugs, and acquired resistance. Cancers, 13(11), Article 2748. https://doi.org/10.3390/cancers13112748

Tinrat, S., & Jiraprasertwong, O. (2023). An assessment of in vitro antibacterial, anti-biofilm, anti-diabetic and antioxidant activities of bioactive compounds from Muntingia calabura Linn. leaves extracts. Pharmaceutical Sciences Asia, 50(4), 337–346. https://doi.org/10.29090/psa.2023.04.23.922

Volate, S. R., Davenport, D. M., Muga, S. J., & Wargovich, M. J. (2005). Modulation of aberrant crypt foci and apoptosis by dietary herbal supplements (quercetin, curcumin, silymarin, ginseng, and rutin). Carcinogenesis, 26(8), 1450–1456.

Wang, J., Xiang, H., Lu, Y., & Wu, T. (2021). Role and clinical significance of TGF-β1 and TGF-βR1 in malignant tumors (Review). International Journal of Molecular Medicine, 47(4). https://doi.org/10.3892/ijmm.2021.4888

Wenthur, C. J., Gentry, P. R., Mathews, T. P., & Lindsley, C. W. (2011). Drugs for allosteric sites on receptors. Annual Review of Pharmacology and Toxicology, 54(1), 165–184. https://doi.org/10.1146/annurev-pharmtox-010611-134525

Weroha, S. J., & Haluska, P. (2012). The insulin-like growth factor system in cancer. Endocrinology and Metabolism Clinics of North America, 41(2), 335–350. https://doi.org/10.1016/j.ecl.2012.04.014

Wei, Q., & Zhang, Y. (2024). Flavonoids with anti-angiogenesis function in cancer. Molecules, 29(7), Article 1570. https://doi.org/10.3390/molecules29071570

Wong, C. H., Sia, K. W., & Lo, A. W. (2018). Estimation of clinical trial success rates and related parameters. Biostatistics, 20(2), 273–286. https://doi.org/10.1093/biostatistics/kxx069

Zakaria, Z. A., Mohamed, A. M., Jamil, N. S., Rofiee, M., Fatimah, C. A., Mat Jais, A., Sulaiman, M. R., & Somchit, M. N. (2008). In vitro anticancer activity of various extracts of the Malaysian, available but neglected, plants (Muntingia calabura and Dicranopteris linearis) against MCF-7 and HT-29 cancer cell lines. E-Pharmanexus, 1, 10–17. https://www.researchgate.net/publication/308335188_In_vitro_anticancer_activity_of_various_extracts_of_the_Malaysian_available_but_neglected_plants_Muntingia_Calabura_And_Dicranopteris_Linearis_against_Mcf-7_And_Ht-29_cancer_cell_lines/citation/download

Zhang, R., Yao, Y., Gao, H., & Hu, X. (2024). Mechanisms of angiogenesis in tumors. Frontiers in Oncology, 14, Article 135906. https://doi.org/10.3389/fonc.2024.135906

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